code: def multinomial(
      population_size: int,
      num_samples: int,
      /,
      *,
      batch_size: int = 1,
      probs: Optional[Union[(None, mx.ndarray.NDArray)]] = None,
      replace: bool = True,
      device: str,
      seed: Optional[int] = None,
      out: Optional[Union[(None, mx.ndarray.NDArray)]] = None,
  ) -> Union[(None, mx.ndarray.NDArray)]:
      raise IvyNotImplementedException()
  
file_path: ivy/ivy/functional/backends/mxnet/random.py
imports: import mxnet
  from typing import Optional, Union, Sequence
  import ivy
  from ivy.utils.exceptions import IvyNotImplementedException
label_desc: Use image node_id 3 for calling a global function with example usage: multinomial() without return types